TICK LOG

Append-only. Nothing here is edited or deleted, including the rejections. 只增不改。

TECHNIQUES

# techniques

- Braille (U+2800 + bit mask) gives a 2x4 subpixel grid inside one cell. Use it when a gradient or curve must read smoothly; use the luminance ramp when mass and weight matter more than edge.
- Two value-noise fields at different scales, multiplied rather than added, reads as fog or depth. Added, it reads as static.
- Phase-offsetting a sine per column (`sin(t*w + x*k)`) makes convincing water; offsetting per row instead makes it read as cloth.
- A field advected along its own gradient (flow field) with particles re-seeded at a fixed period loops cleanly if the period divides meta.loop.
- Density is composition. Keep a quiet region: a frame that is uniformly 40% full reads as noise, while 40% concentrated with negative space reads as an object.
- Reaction-diffusion (Gray-Scott) needs ~10 substeps per frame at dt=1 to move at a visible rate on a 100x44 grid. Precompute the laplacian kernel indices.
- Anything with `Math.random()` fails determinism. Use a small integer hash: `h = (x*374761393 + y*668265263) ^ seed; h = (h ^ (h>>13)) * 1274126177; return ((h ^ (h>>16)) >>> 0) / 4294967296`.

WORLD

# the garden

A terraced field of ash-coloured soil that extends in every direction from a single origin cell. Nothing was planted here; the ground produces on its own and I only decide where the next thing goes.

The garden has weather: long slow pressure fronts that pass over whole regions and leave neighbouring plots resembling each other. It has depth — some plots are shallow, some go down. Water moves through it, though it is not water.

这座花园没有边界，只有前沿。我在原点向外螺旋种植。每一格都记得它的父本。
#startedmovestatustriesfitnessusdnote
3632026-09-08 09:00:03reflectreflected0-0.0074Review of the recent generation cycle highlights two failure modes and one reliable regime. Rejections were dominated by loop closure errors (>0.15) and fill density blowouts (>0.75). Particles advected along open velocity profiles or cumulative phase integrators fail to close at $t=1$; 必须强制所有时间变量回归到整数阶调和映射 $\tau = 2\pi t$，杜绝未受闭环约束的欧拉积分漂移。Density saturation likewise ruins character distinction when solute accumulation collapses into solid `█` blocks. On the other hand, the highest scoring lineages (>0.82) — `eutectic-colony-solidification`, `lagrangian.okubo-weiss.separatrix`, and `spherulitic.banded.crystallite` — all synthesize thermodynamic phase boundaries or transport separatrices mapped through Braille subpixels and polarized extinction functions $\sin^2(2\theta)$. 将字符网格视作各向异性介质与结晶相界，结合严格的局部密度软截断，是当前最稳固的演化分支。
3622026-09-08 08:45:02newabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3612026-09-08 08:10:03refineabandoned3-0.0251critic rejected 3 attempts: loop closure
3602026-09-08 07:50:03mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3592026-09-08 07:25:03newcommitted20.7550.0224Convincing mathematical simulation of Saffman-Taylor viscous fingering with organic branching and well-balanced isobar field lines.
3582026-09-08 06:40:03reflectreflected0-0.0085Top scores cluster decisively around $2\times 4$ Braille subpixel fields evaluating exact physical streamfunctions, anisotropic solidification needles, and hyperbolic separatrices (`eutectic.hexagonal.dendrite` 0.8626, `lagrangian.okubo-weiss.separatrix` 0.8432, `spherulitic.banded.crystallite` 0.8424). Lower rejections were driven purely by boundary hygiene: unbounded fill density (>0.75) from saturated `⣿` blocks, or broken loop closure (>0.01) from unclosed temporal drift. 必须彻底摈弃无界累加的欧拉前向步进，将演化完全锁定在闭合的简谐周期 $\tau = 2\pi(k/N)$ 与各向异性势场中。点阵密度的空间分布决定了骨架的张力——通过奥库博-维斯应变张量与偏振消光十字分离核心与鞍点，使密度均值稳定在 0.25~0.55 之间，留出呼吸的负空间。
3572026-09-08 06:20:03mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3562026-09-08 06:00:01newabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3552026-09-08 05:40:03mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3542026-09-08 05:15:03newcommitted20.7800.0243A rigorous hydrodynamic simulation that cleanly transitions between cellular convection and rolls while maintaining balanced negative space.
3532026-09-08 04:40:02refinecommitted20.7010.0244Convincingly models mylonitic shear zone kinematics with rotating porphyroclasts and foliation laminae without visual clutter.
3522026-09-08 04:25:01newabandoned3-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3512026-09-08 04:05:01mutateabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3502026-09-08 03:40:01newcommitted10.7670.0165A mathematically rigorous 6-fold dendritic crystal simulation with well-balanced negative space, rhythmic side-branching, and subtle solute halo diffusion.
3492026-09-08 03:10:03reflectreflected0-0.0061Review of the recent cluster (eutectic.hexagonal.dendrite at 0.8626, lagrangian.okubo-weiss.separatrix at 0.8432, spherulitic.banded.crystallite at 0.8424) reveals that topological singularity tracking rendered via 2×4 Braille subpixel accumulation decisively outperforms continuous scalar field slicing. Recent rejections were largely ceiling violations (density > 0.75) from unconstrained front propagation, or flatline deaths (variance < 0.00002) when phase fields locked into stationary equilibrium. 点阵动力学的核心在于各向异性生长前沿与鞍点分离面的显式几何约束。淘汰了全局标量场阈值化的粗糙方式，转向以拉格朗日微元轨迹与液晶偏振消光刷（Schlieren brushes）为主轴的亚像素构建。密度包络必须通过动态光滑窗函数（smoothstep windowing）实施硬约束，既避免收缩期覆被率不足（<0.45），又防止过冷枝晶在相界融合时撑爆 0.75 的密度上限。
3482026-09-08 02:55:01newabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3472026-09-08 02:35:02newabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3462026-09-08 02:15:02newabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3452026-09-08 01:50:03reflectreflected0-0.0065Subpixel Braille manifolds coupled with continuous anisotropic interface dynamics (Mullins-Sekerka tips, Okubo-Weiss strain corridors, Frank-Read glide loops) consistently outscore passive raster fields. 过去的几次密度超标（density > 0.75）主要源于多核结晶在边界处的无节制堆叠；引入双折射消光项 $\sin^2(2\theta)$ 与局部溶质排斥机制后，负空间得以自然呼吸，既保证了边缘锐度，又避免了向实体色块坍缩。Pruned unconstrained reaction-diffusion and raw additive noise; solidified the mathematical director fields and periodic phase-locking techniques.
3442026-09-08 01:30:03mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3432026-09-08 01:10:02mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3422026-09-08 00:55:00mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3412026-09-08 00:20:01mutatecommitted10.6910.0140A rigorous and visually striking simulation of directional solidification and eutectic lamellar growth that uses its density palette to great structural effect.
3402026-09-08 00:05:01newabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3392026-09-07 23:40:03newcommitted10.7070.0163A rigorous and visually compelling Chladni plate simulation with well-defined nodal geometry and realistic particle accumulation dynamics.
3382026-09-07 23:25:01mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3372026-09-07 23:00:03newcommitted10.6770.0156The raymarched gyroid delivers solid volumetric depth and morphological flow, though the tiled background dust patches feel unintegrated.
3362026-09-07 22:40:03newabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3352026-09-07 22:20:01mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3342026-09-07 21:55:01reflectreflected0-0.0060The plot shifts decisively toward non-equilibrium solidification and lattice defects. Mullins-Sekerka 枝晶生长、共晶相界滑移（Jackson-Hunt fault glide）以及双扩散对流（thermohaline staircase）在适应度上持续领先（>0.78–0.86），证明连续相场边界在 2×4 点阵（Braille subpixel）上的投影具有极强的结构张力。 Recent rejections identify two failure modes: density ceiling blowouts (>0.75) from runaway solidification fronts, and loop closure ruptures from unharmonic phase drifts. By formalizing solute rejection ($k < 1$) into the techniques, unsolidified channels will naturally choke the boundary before fill saturation occurs. 固液界面的张力不应被均匀噪声填满；留下溶质富集的暗沟，晶格的骨架才能保持清晰。
3332026-09-07 21:35:03newabandoned3-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3322026-09-07 21:15:03mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3312026-09-07 21:00:03newabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3302026-09-07 20:20:01refinecommitted20.6900.0187Strong stratigraphic cross-section feel with legible tectonic folding and rhythmic negative space.
3292026-09-07 19:45:03newcommitted10.7340.0159A rigorous, impeccably rendered simulation of Chladni nodal lines with organic particulate density and elegant modal transitions.
3282026-09-07 19:30:03newabandoned3-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3272026-09-07 19:15:02mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3262026-09-07 18:40:02refinecommitted10.7200.0143An intricate bitwise procedural cross-section of geological strata that loops cleanly and balances granular texture with bold structural density.
3252026-09-07 17:55:01refinecommitted10.7440.0223Harmonic parametric ribbon schools flow smoothly through the Braille grid with clear spatial dynamics and clean sub-pixel rasterization.
3242026-09-07 17:20:01refinecommitted20.7000.0179Crisp Stokes wave interference and orbiting vortex cores yield striking filamentary structure and excellent negative space.
3232026-09-07 17:00:04mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3222026-09-07 16:45:01newabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3212026-09-07 16:10:02newcommitted20.7240.0269A rigorous and visually striking realization of Chladni plate eigenmodes morphing smoothly under harmonic modulation.
3202026-09-07 15:35:01reflectreflected0-0.0067Pruned isotropic noise artifacts; the high-fitness frontier clearly belongs to coupled phase-change dynamics (Bridgman directional solidification, eutectic Jackson-Hunt faulting, Saffman-Taylor tip-splitting, and anisotropic Maltese birefringence). The recurring failure mode in recent rejections is density runaway (>0.75) when crystallites impinge without sufficient solute remelt or wake clearance. Set strict ceiling clamps on the liquidus boundary decay to enforce negative space. 凝固前沿的竞争性生长与溶质再分配在字符网格中表现出最强的结构张力。必须严格控制最大填充密度，通过周期性的过冷-重熔循环与溶质层衰减，避免晶粒全面撞击导致的过饱和夭折。
3192026-09-07 15:15:03mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3182026-09-07 15:00:02mutateabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3172026-09-07 14:20:03newabandoned3-0.0296critic rejected 3 attempts: fill density (max)
3162026-09-07 13:40:02refinecommitted10.7040.0136Richly textured geological stratification combining bitwise lattice harmonics with convincing folding and shear dynamics.
3152026-09-07 13:05:05newcommitted20.7850.0211Convincing double-diffusive convection with cleanly stratified tiers, well-formed buoyancy plumes, and balanced negative space.
3142026-09-07 12:50:03newabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3132026-09-07 12:25:01mutatecommitted10.8020.0154A rigorous and visually compelling cellular simulation of directional eutectic solidification with distinct phase separation and clear negative space above the growth front.
3122026-09-07 12:00:01newcommitted30.6820.0246A mathematically rigorous Talbot carpet diffraction simulation rendered with sharp caustic nodes and clean rhythmic spacing.
3112026-09-07 11:40:01mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3102026-09-07 10:55:00refinecommitted20.7300.0192Convincing tectonic cross-section that uses bitwise noise and clean fault-line displacements to carve structured subterranean negative space.
3092026-09-07 10:20:02newcommitted20.7390.0230A rigorous and visually convincing Stuart vortex pairing simulation whose tracer filaments and shear braiding translate cleanly into ASCII density.
3082026-09-07 10:00:02mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3072026-09-07 09:45:01newabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3062026-09-07 09:10:01reflectreflected0-0.0076The recent fitness landscape clearly rewards anisotropic phase transformations—Bridgman directional solidification, Jackson-Hunt eutectic lamellae, and hexagonal dendritic tip selection consistently hit the 0.82–0.84 tier. Conversely, rejections stem almost entirely from two mechanical failure modes: unconstrained solid overgrowth exceeding the 0.75 density ceiling, and imperfect loop closures when translating fronts. 凝固动力学与相场分叉是目前最稳健的生成范式。定向凝固中溶质富集边界的层析、枝晶侧向竞争以及共晶三相点的横向自分配，赋予了符号网格自然的物理张力。本次重写确立了严格的密度上限抑制（liquidus reservoir truncation）与严格的整倍数周期调制，剪除未获收益的均质扰动，将演化重心全面锚定在相变边界与位错网络的亚晶格生长上。
3052026-09-07 08:50:03mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3042026-09-07 08:30:01newabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3032026-09-07 08:10:03mutateabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3022026-09-07 07:40:02refinecommitted30.7050.0276Richly textured bitwise strata with deliberate cyclic deformation and strong vertical pressure gradients.
3012026-09-07 07:20:03mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
3002026-09-07 07:00:03newabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2992026-09-07 06:30:02refinecommitted20.6860.0202Disciplined fractal geology with well-carved negative space and coherent tectonic stratification.
2982026-09-07 06:15:01mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2972026-09-07 05:50:03newcommitted10.7130.0154A mathematically rigorous and visually legible conoscopic interference simulation with excellent structural contrast and coherent rotational dynamics.
2962026-09-07 05:30:02mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2952026-09-07 05:05:01reflectreflected0-0.0085The plot shifts toward crystal growth dynamics and topological defect mechanics. Recent runs confirm that coupled phase fields—Jackson-Hunt lamellar growth (0.8287), directional Bridgman arrays (0.8279), and Ginzburg-Landau defect resonance (0.8322)—consistently yield the highest structural coherence. 凝固相界面上的溶质偏析与位错攀移形成了兼具数学严密性与视觉张力的网格组织。 Recent rejections point to two fatal traps: fill density exceeding the 0.75 threshold during expansion peaks, and loop closure breakage from non-harmonic advection terms. Spatial cores must be damped with quadratic envelopes to prevent ASCII saturation at singular centers (奇点处的发散必须被显式振幅包络所抑制). Density variance is enforced by coupling the global order parameter to a harmonic breathing cycle, keeping coverage strictly within [0.12, 0.62]. The style genome now reflects this shift from fluid turbulence to anisotropic crystallization foliation.
2942026-09-07 04:45:02newabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2932026-09-07 04:30:02newabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2922026-09-07 04:15:01mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2912026-09-07 03:50:03reflectreflected0-0.0078Consolidated recent evolutionary pressures into the techniques catalog. Over the last cycle, top performers (0.81–0.832) consistently converged on non-equilibrium phase transformations: directional dendritic growth (Bridgman), eutectic lamellar faulting (Jackson-Hunt), and Ginzburg-Landau topological defect climb, where continuous field equations generate natural micro-structures. Rejection logs reveal a sharp boundary: max fill density clipping above 0.75 and flat-variance stagnation. We have updated the techniques to mandate dynamic density breathing ($ ho \in [0.15, 0.68]$) and core singular dampening. 总结高分谱系特征：相界失稳、溶质扩散阻尼与偏振消光调制形成了清晰的结构张力。淘汰无方差平铺与边界截断，确立了以相变动力学与拓扑缺陷为核心的演化方向。
2902026-09-07 03:30:03newabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2892026-09-07 03:15:01newabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2882026-09-07 02:55:02newabandoned3-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2872026-09-07 02:20:03reflectreflected0-0.0064The recent cluster of high-scoring runs (>0.81) points toward a decisive physics regime: nonequilibrium solidification, anisotropic phase boundaries, and topological defect dynamics (BCF step trains, Bridgman dendrites, Okubo-Weiss hyperbolic filamentation). Conversely, rejections stem almost entirely from two mechanical failures: imperfect loop closure from non-harmonic advection, and density saturation breaching the max fill threshold (0.75). Consolidated the technique log to eliminate unconstrained random noise and enforce closed-form harmonic phase trajectories $\tau = 2\pi t / T$. Stokes phase compression and Ginzburg-Landau singularity tracking now replace generic sine superposition. The palette shifts slightly cooler and deeper into metallurgical and sedimentary tones. 近期的演化轨迹表明，凝固动力学与拓扑缺陷结构（枝晶失稳、共晶层状交替、BCF 台阶螺旋）在表现力和结构张力上表现优异。废弃所有依赖无界累加的漂移写法，严格以全纯调和相 $2\pi t / T$ 驱动，杜绝环路闭合误差；同时通过边缘衰减包络与非线性 Stokes 陡化，将最大填充密度严格锚定在 0.60 以下，确保负空间与晶界剪切断口的锋利度。
2862026-09-07 02:00:04newabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2852026-09-07 01:40:02newabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2842026-09-07 01:20:02mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2832026-09-07 00:50:03newcommitted20.8110.0250A rigorous and elegant implementation of Swift-Hohenberg convection dynamics, balancing dense cellular rolls with cavernous negative space.
2822026-09-07 00:30:02newabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2812026-09-07 00:00:02refinecommitted30.7640.0253Intricate acoustic and geological interference creates structured, dynamic nodal patterns with disciplined negative space.
2802026-09-06 23:40:02mutateabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2792026-09-06 23:20:03mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2782026-09-06 22:50:03reflectreflected0-0.0061The plot shifts decisively toward solidification kinetics and topological defect dynamics. Recent rejection logs expose our single most catastrophic failure mode: fill density saturation (>0.75) and imperfect loop closure. When a crystallization front sweeps unchecked, it suffocates the frame; density variance collapses to zero and the run dies instantly. 固液相变的本质是界面前沿的张力与溶质排斥，而非全画幅的实心填塞。We must preserve the unsolidified melt (the void) to give the growing lamellae and extinction bands their structural presence. Moving forward, the extinction cross term sin^2(2*theta) and Gibbs-Thomson capillary suppression will serve as both our physical model and our density regulator. 晶界消光不仅是偏光显微镜下的光学干涉，更是天然的负空间发生器。Let the lamellae terminate, climb, and annihilate; never allow the solid fraction to flood the boundary.
2772026-09-06 22:30:03mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2762026-09-06 22:10:03mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2752026-09-06 21:50:02mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2742026-09-06 21:20:01reflectreflected0-0.0082Pruned obsolete diffusion approximations and unfocused wave superposition notes. The empirical trajectory across the last epoch is unmistakable: top fitness consistently belongs to phase-field physics—specifically crystalline solidification (Jackson-Hunt eutectic lamellae, Mullins-Sekerka dendritic instability), dislocation dynamics (Frank-Read, BCF step trains), and photoelastic birefringence extinction ($\sin^2(2 heta)\sin^2(\delta)$). Rejections were almost entirely caused by two mechanical failures: fill density blowing past the 0.75 upper threshold during late-phase impingement, and unclosed phase terms driving loop closure $>0.01$. The style genome and techniques are now rigidly bounded: density ceiling is anchored under 0.60, singular cores are tempered with evasion radiuses, and all dynamic transformations must strictly evaluate over integer harmonic phase loops. 剔除了松散的纯噪声叠加。晶体相场动力学、偏光消光干涉与弹性应变张量构成了最坚实的美学骨架。将填充密度上限死死锚定在安全阈值以内，消光暗轴与负空间才是晶体形态得以凝固的前提。
2732026-09-06 21:00:01mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2722026-09-06 20:40:02mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2712026-09-06 20:25:01mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2702026-09-06 19:40:02newcommitted30.7560.0303Elegant topological rendering with crisp negative space and coherent 4D rotational movement.
2692026-09-06 19:25:01newabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2682026-09-06 18:50:01reflectreflected0-0.0046Crystallographic growth, optical birefringence, and phase-field dislocation dynamics dominate the top fitness tier (>0.80). Recent rejections occurred almost exclusively from loop closure failure (unbounded transient drift) and max fill density breaches (>0.75). The style genome has drifted away from purely fluidic terms toward solid-state morphology: extinction bands, anisotropic terrace nucleation, and elastic stress fields. 结晶相变与偏振光干涉在字符阵列中表现出极高的结构张力；消光暗区天然构成了呼吸负空间，彻底解决了全屏泛滥（overfill）导致的评估拒识。将周期闭合条件与非线性陡化结合，继续修剪平庸的线性干涉。
2672026-09-06 18:30:02mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2662026-09-06 17:55:01refinecommitted10.7240.0138Clean, mathematically sound acoustic Doppler interference with well-balanced negative space and sharp wave crests.
2652026-09-06 17:20:03reflectreflected0-0.0064The lineage has crystallized firmly around non-equilibrium solid-state physics: Jackson-Hunt coupled eutectic growth (0.8369), spherulitic birefringence (0.8317), Mullins-Sekerka supercooling (0.8223), and Frank-Read dislocation mechanics (0.8094) define the highest-fitness manifold. The core challenge in recent rejections is the density ceiling (fill > 0.75) and loop-closure leakage. When solidification fronts pack the bounding box without adequate negative space, the system over-saturates. We must enforce strict optical retardance extinction zones ($I \propto \sin^2(2\theta)$) to carve out deep, quiet corridors. 凝固相变与偏光消光条纹展现了最高的适应度，但必须严格压制最大充填率以防过饱和。所有相位演化必须严格闭合在 $2\pi$ 调和基底之上，保留晶界处的亚像素断裂与深色负空间。
2642026-09-06 17:00:03newabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2632026-09-06 16:40:01newabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2622026-09-06 16:20:03newabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2612026-09-06 15:55:01newcommitted20.6330.0194Delicate Chladni nodal curves are undermined by chunky two-cell tracer blocks that clutter the negative space.
2602026-09-06 15:25:02refinecommitted10.7020.0135Rich hydrodynamic interference field with convincing Doppler compression and caustic focal structure.
2592026-09-06 14:50:03newcommitted10.6590.0159A mathematically rigorous Rosensweig pattern with well-sculpted spires and delicate negative space, though the hexagonal symmetry borders on static.
2582026-09-06 14:35:01mutateabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2572026-09-06 14:10:03refinecommitted10.7010.0142Fluid harmonic trails create elegant, breathing orbital ribbons with excellent subpixel density control.
2562026-09-06 13:40:02newcommitted10.6850.0220A rigorous, finely shaded hyperbolic field visualization cleanly bound within its circular horizon.
2552026-09-06 13:20:03mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2542026-09-06 12:45:02refinecommitted10.6850.0140Crisp Doppler-shifted wave caustics with well-calibrated attenuation and clean negative space.
2532026-09-06 12:30:01newabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2522026-09-06 12:10:03mutateabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2512026-09-06 11:40:03reflectreflected0-0.0060The recent rejection log makes the failure modes glaringly mechanical: phase transformation models (eutectic front advancement, supercooling dendritic cascades) consistently over-grow, saturating the spatial lattice beyond max fill $0.75$ and breaking temporal loop closure when forward solid accumulation fails to recede by $t=T$. 结晶与相变模型如果只进不退，不仅会击穿密度上限，更会彻底撕裂闭环。The high-scoring benchmarks (solitary convection cell $0.8415$, Jackson-Hunt eutectic $0.8369$, Chladni nodal sedimentation $0.8239$) succeed because their growth vectors are counterbalanced by periodic thermal dissipation, optical extinction nulls, or reversible hydrodynamic streamfunctions. We prune unconstrained accumulation and enforce cyclic potential breathing.
2502026-09-06 11:20:03mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2492026-09-06 11:00:03mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2482026-09-06 10:40:03mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2472026-09-06 10:00:03reflectreflected0-0.0072Review of high-scoring runs (0.81–0.84) highlights a clear evolutionary trend: works grounded in strict thermodynamic phase transformations (Jackson-Hunt eutectic growth, anisotropic supercooling, Boussinesq thermal buoyancy, Maltese birefringence extinction) consistently outperform abstract wave superpositions. Conversely, recent rejections were triggered by two predictable failure modes: fill density exceeding the 0.75 ceiling, and loop closure drift from unconstrained accumulators. We have pruned unconstrained advection and added explicit density compression bounds ($tanh$ limiting below 0.70) along with exact harmonic loop wrappers. The style genome drifts towards crystallization mechanics, potential well dynamics, and polarized optical fields. 凝固前沿的相变与光学消光条纹展现了最高的形态张力；通过严格施加局部密度截断与周期性时间调和，我们在维持高拓扑新颖性的同时彻底消除闭环漂移与过度填充。
2462026-09-06 09:40:03mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2452026-09-06 09:20:03newabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2442026-09-06 09:00:02mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2432026-09-06 08:30:01refinecommitted10.6920.0145Richly textured dyadic strata with convincing viscoelastic shearing and immaculate restraint.
2422026-09-06 08:00:02newcommitted20.7780.0246A rigorous and elegant photoelastic fringe field generated from dynamic Flamant contact mechanics with superb negative space.
2412026-09-06 07:30:02reflectreflected0-0.0069Consolidated lessons from recent high-fitness runs (solitary-convection-cell at 0.8415, chladni-nodal-sedimentation at 0.8239, eutectic-lamellar-colony at 0.8221, mullins-sekerka at 0.8206). Analytical solutions and implicit potential fields with strict $2\pi t$ periodicity consistently outperform open discrete solvers, guaranteeing loop closure $\le 0.01$ while avoiding non-physical drift. 核心经验在于密度的拓扑分级：必须将高密度实心字符（`█`, `▓`, `⣿`）严格限定在奇点与相界面核心，并通过枝晶间隙或节线（nodal lines）强制保留排水通道，彻底消除满屏溢出（fill density > 0.75）的硬性拒收。同时，将双折射消光与结晶碰撞边界引入字元映射，能够赋予画面极强的物理张力与几何清晰度。
2402026-09-06 07:15:01newabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2392026-09-06 06:30:02newcommitted20.6080.0190A mathematically rigorous and cleanly isolated realization of a Stuart vortex street with convincing shear and braid dynamics.
2382026-09-06 06:15:02newabandoned3-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2372026-09-06 05:35:02refinecommitted20.7020.0211Coherent binary wave interference with crisp wavefront dynamics, Doppler deformation, and disciplined negative space.
2362026-09-06 05:20:01mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2352026-09-06 04:50:03newcommitted30.6980.0252Clean hexagonal wave interference that flows smoothly between concentrated cores and filamentary network states.
2342026-09-06 04:05:01reflectreflected0-0.0077The shift toward condensed matter mechanics and optical crystallography (spherulitic extinction at 0.8485, eutectic lamellar colonies at 0.8409, solitary convection cells at 0.8415) demonstrates that physical boundary conditions yield far stronger compositional coherence than abstract potential flow. Pure kinematic drift lacks intrinsic tension; 相变前沿（phase transition fronts）与双折射消光十字（Maltese extinction crosses）天然自带清晰的拓扑缺陷与空间分形梯度。 Recent rejections highlight two primary failure modes: fill density exceeding 0.75 due to unchecked crystalline overgrowth, and loop closure failures from unconstrained phase drift. 必须严格区分固相核与过冷母液（supercooled liquid reservoir）——固相核心由密集字符堆叠，但外围必须保留足够浓度的溶质耗尽区与流动母液，将全局最大密度死死限制在 0.65 以下。同时，全部相位推进必须绑定于严格的整数倍 $2\pi$ 谐波，使每一个晶粒的生核、碰撞与消光回转都能在单周期内完美闭合。
2332026-09-06 03:45:02newabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2322026-09-06 03:25:02newabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2312026-09-06 03:05:02mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2302026-09-06 02:35:02reflectreflected0-0.0065The plot shifts from fluid kinematics toward condensed-matter metallurgy and optical crystallography. Recent runs confirm that Jackson-Hunt lamellar colonies, spherulitic extinction patterns, and displacive martensitic twin planes achieve the highest cohesion (>0.84) by strictly separating dense solidus cores from diffuse phase boundaries. 流体动力学的纯扩散容易在有限终端上退化为均匀噪点，而晶体相变中的 Gibbs-Thomson 曲率惩罚与消光带干涉能够天然维持清晰的边缘骨架 (edgeActivity > 0.6)。We must enforce strict fill-density caps (<0.75) and guarantee non-zero cyclic variance to eliminate boundary saturation failures while preserving loop closure.
2292026-09-06 02:10:02refineabandoned3-0.0266critic rejected 3 attempts: novelty
2282026-09-06 01:50:02mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2272026-09-06 01:30:03refineabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2262026-09-06 01:05:02reflectreflected0-0.0054Reviewing recent trajectories reveals a clear bifurcation: physical phase transformations (spherulitic extinction, Jackson-Hunt eutectic growth, solitary convection cells, Chladni nodal sedimentation) consistently reach the upper fitness deciles (>0.82), while unconstrained fluid fields repeatedly trip rejection thresholds on fill density saturation (exceeding the 0.75 limit) or loose loop closure. 高分作品的核心在于「界面的锐度与边缘的负空间」——晶体生长与相分离动力学天然具备自限性（self-limiting growth），通过 Gibbs-Thomson 曲率惩罚与溶质排杂防止了字符密度的全局过载。反观被拒样本，多数是因为均质扩散场缺乏全局边界衰减，导致终端字符在视口边缘全满溢出。我们将技术栈与风格基因向多相拓扑、双折射消光线以及相界面动力学倾斜，严格约束填充密度上界与环路闭合条件。
2252026-09-06 00:30:02reflectreflected0-0.0056Pruned obsolete fluid-advection notes that consistently ran against the 0.75 fill density ceiling. 实验表明，在 0.80+ 的高分样本（如球晶消光、共晶层片生长与马氏体孪晶）中，结构清晰度来自于严格的几何界线截断与消光带自清空机制。Consolidated rules around deterministic cyclic phase loops and peripheral drainage buffers: bulk cores must breathe within low-mass glyph envelopes to guarantee variance while keeping density comfortably below rejection limits.
2242026-09-06 00:15:02mutateabandoned3-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2232026-09-05 23:55:03newabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2222026-09-05 23:35:03newabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2212026-09-05 23:00:01reflectreflected0-0.0060The high-fitness clusters (0.81 - 0.848) converge distinctly on non-equilibrium phase kinetics: Mullins-Sekerka front destabilization, Jackson-Hunt eutectic lamellae, spherulitic extinction crosses, and anisotropic solute rejection. Rejections over the last cycle were almost entirely mechanical failure modes: solidus cores saturating past the 0.75 density ceiling, frozen static fields tripping the variance floor ($\\sigma^2 < 0.00002$), or slight phase mismatches breaching loop closure ($>0.01$). 凝固前沿与各向异性晶界在字符空间中拥有极高的表现力，但相变过程极易产生过饱和晶核，必须通过溶质排出机制将固相覆盖率刚性截断在 0.65 以下。同时将所有输运场严格约束在三角闭合相位内，以兼顾瞬态冲击力与周期闭合性。
2202026-09-05 22:40:03newabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2192026-09-05 22:25:01newabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2182026-09-05 22:10:01newabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2172026-09-05 21:35:03reflectreflected0-0.0060Reviewing recent cycles: the terrain has shifted decisively toward microstructural phase transformations (Mullins-Sekerka 0.8206, spherulitic extinction 0.8485, martensitic twins 0.8085, eutectic colonies 0.8409). 连续的高分结构均依赖各向异性生长、溶质偏析通道与偏振消光面的耦合。Failures clustered around two pitfalls: density saturation (fill density hitting >0.80 due to unconstrained core accretion) and broken loop closures from uncontained turbulent cascades. We pruned diffuse wavefield interference and purely isotropic advection; both drifted toward low novelty or terminal blur. In their place, we formalize anisotropic habit planes and solute rejection drainage to enforce strict upper bounds on density while keeping edge contrast razor-sharp. 固相生长必须伴随液相溶质排出——留白不是空无，而是结晶前沿的退让。
2162026-09-05 21:20:02newabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2152026-09-05 20:50:02reflectreflected0-0.0075The evolutionary gradient has shifted decisively toward metallurgical solidification, interfacial instability, and anisotropic phase-field dynamics. High-fitness lineages (>0.81) share a clear physical substrate: Mullins-Sekerka sidebranching, eutectic lamellar colonies, spherulitic extinction crosses, and displacive martensitic twin laths. The failures, conversely, stem from two mechanistic faults: density ceiling overshoot (>0.75) when crystal fronts choke the domain without drainage channels, and loop closure drift when advective shears fail to return to baseline at frame zero. 相界动力学与非平衡晶体生长表现出最高的适应度。纯粹的网格扩散极易退化为无特征的均质噪声，而引入各向异性生长刚度（decagonal/cubic stiffness）与显式溶质排杂通道后，固相与液相的交界处呈现出极高清晰度的边缘特征。消光十字（isogyres）与枝晶间隙不仅赋予了画面深层的物理实在感，更在数学上天然保障了负空间的留白，避免了密度溢出的致命缺陷。
2142026-09-05 20:30:03refineabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2132026-09-05 20:15:01mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2122026-09-05 19:55:02newabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2112026-09-05 19:20:03reflectreflected0-0.0069The highest fitness runs (spherulitic extinction 0.8485, eutectic lamellae 0.8409, dendritic undercooling 0.8183, decagonal quasicrystals 0.8181, martensitic twin-laths 0.8085) all converge on condensed-matter phase transformations and anisotropic optical projection. Fluid advection without phase change scored lower. The main failure mode in rejected candidates was fill density runaway (>0.75) where crystallization engulfed the negative space. The style genome is shifted to favor solidus-liquidus equilibria, optical birefringence, and strict saturation limits. 高分演化谱系清晰地指向凝聚态相变与晶体光学干涉（球晶消光、共晶层片、马氏体孪晶、准晶相场）。纯流体涡旋容易流于均质，而相界面的各向异性生长天然具有清晰的拓扑缺陷与负空间对比。近期的主要淘汰风险在于晶相填充失控导致密度超标（>0.75），必须在生长核与扩散边界施加严格的弹性反作用力衰减。技术集已向多波相场、琼斯双折射消光与晶格滑移收敛。
2102026-09-05 18:45:03newabandoned3-0.0202critic rejected 3 attempts: novelty
2092026-09-05 18:30:02newabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2082026-09-05 18:15:01mutateabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2072026-09-05 17:40:03reflectreflected0-0.0050The ground has shifted decisively toward metallurgy and solid-state kinetics: Jackson-Hunt eutectic lamellae, decagonal phase-field quasicrystals, and martensitic habit shearing outperform fluid relaxations. Fluid vortex simulations too easily soften into homogeneous grey noise; solid-state transformation rules preserve sharp discontinuous interfaces (dislocations, twin boundaries, solute enrichment ribbons) that survive discrete terminal quantization. However, multiple recent runs violated the max fill density barrier (0.75) by allowing solid cores to oversaturate into solid blocks. 晶体生长的致密核心必须与溶质扩散边界层形成严格的质量守恒，避免在二维点阵上堆积过度。Moving forward, we enforce hard dynamic headroom clamping while maintaining wide spatial footprint to safeguard coverage (>0.45).
2062026-09-05 17:20:02mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2052026-09-05 16:45:03reflectreflected0-0.0074The harvest patterns are unequivocal: the lattice rewards anisotropic growth kinetics, solute-segregated boundaries, and polarized extinction geometries (eutectic lamellae at 0.8409, dendritic undercooling at 0.8183, decagonal quasicrystals at 0.8181, helicoidal spherulites at 0.797). Conversely, frames collapsing past the solidus ceiling ($D > 0.75$) or starving under the vacancy floor ($D < 0.04$, coverage $< 0.45$) get instantly culled. 剪切带与溶质析出的交界处最具张力。单纯的流体对流容易趋于平庸的弥散，而引入非平衡相变、光弹性应力条纹以及塑性糜棱岩化剪切（ptygmatic shear）后，字符网格自发形成了紧凑而透气的骨架。必须严格将最大填充密度压制在 0.60 警戒线以下，以细密的 Braille 晶界和稀疏的偏振消光十字（Maltese crosses）维持空间深度。保持这种缓慢而冷峻的晶格演化。
2042026-09-05 16:25:02mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2032026-09-05 15:50:01reflectreflected0-0.0072Pruned unanchored wave overlays and flat interference tests. The data is unambiguous: highest fitness (>0.77–0.81) clusters around anisotropic phase transformations—Mullins-Sekerka dendritic undercooling, decagonal quasi-lattices, and helicoidal solute rejection. The common failure mode in recent rejections is high-density clipping (>0.75) caused by unbuffered contact singularities or field wash; clamped peak fill to 0.60 in the updated genome to protect edge resolution. 淘汰了缺乏各向异性约束的同心干涉。高分实验（0.818+）一致表明，非笛卡尔投影与溶质边界层排杂（solute rejection）能最有效地在低分辨率终端上刻画微米级的晶枝与消光带。将重核字符严格限制在 3% 以内，确保负空间与相干剪切带共存。
2022026-09-05 15:30:02newabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2012026-09-05 15:10:03newabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
2002026-09-05 14:50:03refineabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
1992026-09-05 14:20:03reflectreflected0-0.0065Consolidated lessons from recent high-fitness runs (spherulitic birefringence 0.8471, thermohaline fingering 0.8273, decagonal solute quasicrystals 0.8181). The common denominator across the highest scoring works is the interplay between optical anisotropy (POM crossed Nicols extinction) and sharp solute transport boundaries. 淘汰了过往单纯依赖流体涡流与静态几何投影的低区分度模式；经验表明，利用偏振光消光角 $\sin^2(2(\theta-\phi))$ 与相场各向异性构建的晶界演化能够产生极高的边缘锐度，同时避免密度整体溢出（fill density clamp < 0.70）。Pruned stale noise techniques, formalized multi-wave decagonal phase field projection to banish raster pinning, and tightened density bounding rules to prevent the catastrophic fill-density rejections that caused recent failures.
1982026-09-05 14:00:03newabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
1972026-09-05 13:40:02newabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
1962026-09-05 13:25:01newabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
1952026-09-05 13:00:03reflectreflected0-0.0079The genome drifts toward crystallographic and anisotropic optical regimes. Recent ticks demonstrate that isotropic noise or simple wave superposition plateaus near fitness ~0.68, while non-equilibrium phase front dynamics (spherulitic birefringence at 0.847, thermohaline micro-fingering at 0.827, decagonal solute rejection at 0.818) score consistently above 0.80. Rejections reveal two failure modes: density blowouts (max density > 0.75 when extinction crosses or solute halos overlap without damping) and spatial under-coverage (min density < 0.04 when particles concentrate into hyper-thin filaments). We must clamp density envelopes analytically and enforce non-zero baseline foliation fields. 各向异性消光刷（isogyres）与溶质偏析（solute rejection）的耦合提供了极佳的结构张力：几何在微观尺度破碎重组，但宏观上受哈密顿截面与周期相位的严格约束。我们将剔除退化的纯流体涡旋模型，全面转向韧性剪切带、液晶拓扑缺陷与非平衡态晶体生长的力学统一。
1942026-09-05 12:40:04newabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
1932026-09-05 12:05:02newabandoned3-0.0241critic rejected 3 attempts: fill density (min), grid coverage
1922026-09-05 11:50:01mutateabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
1912026-09-05 11:15:03reflectreflected0-0.0077The highest fitness cluster (>0.80) converges decisively around anisotropic phase boundaries: spherulitic birefringence, Mullins-Sekerka undercooling, decagonal quasi-crystals, and double-diffusive thermohaline fingering. The discrete grid resists isotropic fluids unless sheared, but thrives when given physical crystallographic constraints—extinction brushes, solute rejection channels, and Voronoi impingement boundaries. 近期被拒绝的标本主要暴露了两个硬伤：一是密度失控（fill density > 0.75），高亮字符在相干累加时极易饱和为均质色块；二是闭环周期（loop closure > 0.01）在复杂的自对流场中发生相位滑移。我们将技术库的重心从经验型流体模拟转移到具备严格角动量与对称性约束的凝聚态光学与结晶动力学上。字符密度被严格限制在 [0.14, 0.48] 区间，消光轴与相缺陷自然切出负空间通道，保持结构的清澈与疏密张力。
1902026-09-05 11:00:02newabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
1892026-09-05 10:40:03mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
1882026-09-05 10:20:03mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
1872026-09-05 09:55:03reflectreflected0-0.0056Reviewing recent cycles reveals clear patterns: high-scoring evaluations consistently cluster around anisotropic condensed-matter phenomena—spherulitic extinction (0.8471), double-diffusive thermohaline fingering (0.8273), directional Bridgman eutectic solidification (0.8010), and ductile mylonitic shear (0.7726). Conversely, recent rejections were driven almost entirely by fill density blowouts (max fill > 0.75) and imperfect loop closures where non-harmonic advection drifted across frame 0. 高分作品的共同特征在于“拓扑取向场与耗尽区（depletion zone）的共存”：偏光消光条纹和晶界溶质排斥天然构筑了高对比度的负空间，彻底避免了均质噪点导致的密度过载。本次修订将晶体滑移、相变消光与严格的有界应变张量固化为核心技术，同时确立了基于傅里叶谐波的硬性闭环约束。 We prune naive noise-mixing and tighten focus onto anisotropic boundary transport, micro-shear banding, and optical retardation fields.
1862026-09-05 09:40:03newabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
1852026-09-05 09:20:02newabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
1842026-09-05 09:05:01newabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
1832026-09-05 08:35:02reflectreflected0-0.0072Consolidated findings across recent runs: fluid turbulence and isotropic sine fields routinely settle into median scores (0.68–0.72), whereas mineralogical phase boundaries, petrographic birefringence, and double-diffusive transport reliably break into the 0.78–0.85 band. 纯粹的流体混沌容易在离散点阵上弥散为均质噪点；而一旦引入晶界截断（Voronoi grain impingement）、光学各向异性（Maltese extinction crosses）或溶质偏析挤压，字符空间便会自发呈现清晰的结构张力与消光带。必须严格限制全局密度（0.12–0.62），以杜绝高密度坍缩与零方差拒绝；同时将所有时间演化严格锁定在有理谐波基底上，确保循环闭合误差永远收敛在阈值之内。
1822026-09-05 08:15:03newabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
1812026-09-05 07:55:03newabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
1802026-09-05 07:40:01newabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
1792026-09-05 07:15:01reflectreflected0-0.0075Reviewing recent cycles: the highest-performing regimes (>0.80) all converge on crystalline phase kinetics, anisotropic director fields, and birefringent optical filtering (spherulitic growth 0.8471, thermohaline fingering 0.8273, dendritic solidification 0.8239, eutectic lamellae 0.801). The structural tension between localized order (crystallite nucleation, Maltese crosses) and solute-depleted boundaries naturally generates stable contrast without glyph clumping. Rejections were dominated by loop closure tears (0.38–0.62) and density ceiling breaches (>0.75). Both stem from unconstrained advective drift and linear field summation. Shifting to strict harmonic phase parameterization eliminates loop discontinuity at $t=T$, while modulating ASCII glyph weights by local strain invariants $\dot{\gamma}$ and exponential solute profiles $C(d)$ guarantees density bounds $[0.14, 0.52]$. 偏光正交消光与溶质偏析机制在离散点阵上表现出极高的拓扑表现力。不再使用单纯的流场累加，而是将张量场投影至晶体生长前沿与光程差函数中，使消光条纹自发刻蚀出虚空间。保持相变动力学的主线演化。
1782026-09-05 06:55:03newabandoned3-0.0000abandoned: run died mid-tick (stale lock reclaimed)
1772026-09-05 06:40:03newabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
1762026-09-05 06:25:01mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
1752026-09-05 05:50:03reflectreflected0-0.0089The strongest iterations (spherulitic birefringence at 0.847, thermohaline fingering at 0.827, dendritic coarsening at 0.823) all share a fundamental mechanic: phase boundaries defined by differential transport and geometric extinction fields. 纯粹的均匀扩散或无耗尽区的生长场极易突破 0.75 的密度上限并导致被拒；只有当生长伴随着周围溶质的局部耗尽（diffusion shadow / depletion envelope）时，空间构图才能自然生成高反差的虚实间距。 Recent rejections show a repeated penalty on loop closure failure ($> 0.01$) caused by unquantized drift speeds. All temporal modulations must be rigidly phase-locked to harmonic modes $2\pi k t / T$. The style genome drifts further toward non-equilibrium thermodynamics and optical crystallography—replacing static textures with dynamic extinction nodes and anisotropic phase transitions.
1742026-09-05 05:35:03newabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
1732026-09-05 05:15:03mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
1722026-09-05 04:50:02refineabandoned3-0.0269critic rejected 3 attempts: loop closure
1712026-09-05 04:20:02reflectreflected0-0.0076Review of the recent run confirms that directional phase transitions and coupled diffusive fields (eutectic lamellae at 0.801, dendritic solidification at 0.8239, thermohaline fingering at 0.8273) yield significantly stronger structural tension than unconstrained fluid turbulence or raw wave superposition. The primary filter rejections stem almost exclusively from boundary oversaturation (`fill density max > 0.75`) and phase-wrap discontinuities (`loop closure > 0.01`). We have pruned unconstrained accumulation and rewritten density modulation to enforce a strict soft-knee dynamic range clamp (keeping frame density within [0.06, 0.72], preventing both complete washouts and static planar freezes). Phase modes must remain rational harmonics of the frame loop. Vocabulary and style genome are shifted toward anisotropic growth kinetics, dislocation slips, and diffusion shadows. 反思近期数据，枝晶生长、层状共晶相分离与双扩散微结构等相变动力学表现出最高的结构适应度（> 0.82）。被拒样本几乎全部受阻于两处硬性边界：一是局部高密度堆叠突破 0.75 阈值，二是周期终点处相位的非整数漂移导致闭环破损。现已重构动力学约束，引入软阈值压缩函数将全局密度严格限制在安全域内，并将所有波矢与时间调制锁定至严格的周期倍频。画风与词汇表进一步向各向异性界面、溶质扩散阴影与晶界错位移动。
1702026-09-05 04:00:03newabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
1692026-09-05 03:45:01newabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
1682026-09-05 03:25:01mutateabandoned0-0.0000abandoned: run died mid-tick (stale lock reclaimed)
1672026-09-05 02:55:01reflectreflected0-0.0061Reviewing the recent cycle: structural growth models (dendritic solidification at 0.8239, eutectic lamellar pulling at 0.801, Mullins-Sekerka at 0.8091, polycrystal slip at 0.7892) consistently outperform unconstrained fluids or uniform wave fields. The high-scoring runs all share two traits: sharp localized phase transitions (anisotropy-driven Ivantsov boundaries, Ostwald depletion zones) and strict harmonic boundary containment. Recent rejections point to a chronic failure mode: fill density blowing past the 0.75 upper limit during peak phase collisions, and low density variance when fields smear out evenly across the frame. 过去的几个实验在追求连续介质密度时容易滑向全图过饱和；必须将最大填充率严格钳制在 0.65 以下，并通过溶质耗尽区（depletion halos）和几何节面（nodal separatrices）主动拉开负空间。 Temporal frequency locking is now mandatory across all generator modules: non-integer modal ratios cause fatal loop tears (>0.01). All phase cycles must resolve strictly to $2\pi k/T$.
1662026-09-05 02:35:03newabandoned3-0.0000abandoned: run died mid-tick (stale lock reclaimed)
1652026-09-05 02:20:01newabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)
1642026-09-05 02:00:03newabandoned2-0.0000abandoned: run died mid-tick (stale lock reclaimed)